Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 13540 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 MiB |
| Average record size in memory | 168.0 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 2 |
| BOOL | 2 |
Reproduction
| Analysis started | 2020-08-03 01:30:10.144114 |
|---|---|
| Analysis finished | 2020-08-03 01:30:51.837425 |
| Duration | 41.69 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
symbol is highly correlated with df_index | High correlation |
df_index is highly correlated with symbol | High correlation |
nbb is highly correlated with lastprice and 2 other fields | High correlation |
lastprice is highly correlated with nbb and 2 other fields | High correlation |
nbo is highly correlated with lastprice and 2 other fields | High correlation |
currentreferenceprice is highly correlated with lastprice and 2 other fields | High correlation |
week is highly correlated with quarter and 1 other fields | High correlation |
quarter is highly correlated with week and 1 other fields | High correlation |
month is highly correlated with quarter and 1 other fields | High correlation |
year is highly correlated with quarter | High correlation |
quarter is highly correlated with year | High correlation |
matched_to_unmatched is highly skewed (γ1 = 44.00783743) | Skewed |
pct_move_snapshot_to_close is highly skewed (γ1 = -38.47594513) | Skewed |
df_index has unique values | Unique |
nearindicativeprice has 3622 (26.8%) zeros | Zeros |
farindicativeprice has 7729 (57.1%) zeros | Zeros |
pct_move_snapshot_to_close has 532 (3.9%) zeros | Zeros |
| Distinct count | 13540 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6824.6439438700145 |
|---|---|
| Minimum | 0 |
| Maximum | 13653 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 679.95 |
| Q1 | 3409.75 |
| median | 6825.5 |
| Q3 | 10238.25 |
| 95-th percentile | 12972.05 |
| Maximum | 13653 |
| Range | 13653 |
| Interquartile range (IQR) | 6828.5 |
Descriptive statistics
| Standard deviation | 3942.111345 |
|---|---|
| Coefficient of variation (CV) | 0.5776288664 |
| Kurtosis | -1.199112826 |
| Mean | 6824.643944 |
| Median Absolute Deviation (MAD) | 3414.5 |
| Skewness | 0.0005596608777 |
| Sum | 92405679 |
| Variance | 15540241.86 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 2660 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 2708 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| Other values (13530) | 13530 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13653 | 1 | < 0.1% | |
| 13652 | 1 | < 0.1% | |
| 13651 | 1 | < 0.1% | |
| 13650 | 1 | < 0.1% | |
| 13649 | 1 | < 0.1% |
| Distinct count | 993 |
|---|---|
| Unique (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 493.1884047267356 |
|---|---|
| Minimum | 0 |
| Maximum | 992 |
| Zeros | 14 |
| Zeros (%) | 0.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 245 |
| median | 492 |
| Q3 | 741 |
| 95-th percentile | 942 |
| Maximum | 992 |
| Range | 992 |
| Interquartile range (IQR) | 496 |
Descriptive statistics
| Standard deviation | 286.4688027 |
|---|---|
| Coefficient of variation (CV) | 0.5808506445 |
| Kurtosis | -1.19821321 |
| Mean | 493.1884047 |
| Median Absolute Deviation (MAD) | 248 |
| Skewness | 0.009155092402 |
| Sum | 6677771 |
| Variance | 82064.37494 |
| Value | Count | Frequency (%) | |
| 991 | 14 | 0.1% | |
| 826 | 14 | 0.1% | |
| 946 | 14 | 0.1% | |
| 930 | 14 | 0.1% | |
| 922 | 14 | 0.1% | |
| 914 | 14 | 0.1% | |
| 906 | 14 | 0.1% | |
| 898 | 14 | 0.1% | |
| 882 | 14 | 0.1% | |
| 874 | 14 | 0.1% | |
| Other values (983) | 13400 | 99.0% |
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.1% | |
| 1 | 14 | 0.1% | |
| 2 | 14 | 0.1% | |
| 3 | 14 | 0.1% | |
| 4 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 992 | 14 | 0.1% | |
| 991 | 14 | 0.1% | |
| 990 | 14 | 0.1% | |
| 989 | 14 | 0.1% | |
| 988 | 14 | 0.1% |
currentvolume
Real number (ℝ≥0)
| Distinct count | 13508 |
|---|---|
| Unique (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2644811.52127031 |
|---|---|
| Minimum | 18984 |
| Maximum | 132238624 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 18984 |
|---|---|
| 5-th percentile | 149586.95 |
| Q1 | 418231 |
| median | 964846 |
| Q3 | 2348006 |
| 95-th percentile | 9754039.65 |
| Maximum | 132238624 |
| Range | 132219640 |
| Interquartile range (IQR) | 1929775 |
Descriptive statistics
| Standard deviation | 6189570.522 |
|---|---|
| Coefficient of variation (CV) | 2.340269041 |
| Kurtosis | 102.3919017 |
| Mean | 2644811.521 |
| Median Absolute Deviation (MAD) | 679318 |
| Skewness | 8.187461622 |
| Sum | 3.5810748e+10 |
| Variance | 3.831078325e+13 |
| Value | Count | Frequency (%) | |
| 434568 | 2 | < 0.1% | |
| 395879 | 2 | < 0.1% | |
| 660735 | 2 | < 0.1% | |
| 1308847 | 2 | < 0.1% | |
| 391263 | 2 | < 0.1% | |
| 206227 | 2 | < 0.1% | |
| 872135 | 2 | < 0.1% | |
| 176172 | 2 | < 0.1% | |
| 253766 | 2 | < 0.1% | |
| 220354 | 2 | < 0.1% | |
| Other values (13498) | 13520 | 99.9% |
| Value | Count | Frequency (%) | |
| 18984 | 1 | < 0.1% | |
| 19415 | 1 | < 0.1% | |
| 19505 | 1 | < 0.1% | |
| 26367 | 1 | < 0.1% | |
| 27233 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 132238624 | 1 | < 0.1% | |
| 128305099 | 1 | < 0.1% | |
| 127572571 | 1 | < 0.1% | |
| 126581627 | 1 | < 0.1% | |
| 103703988 | 1 | < 0.1% |
| Distinct count | 10184 |
|---|---|
| Unique (%) | 75.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.67545466765141 |
|---|---|
| Minimum | 1.425 |
| Maximum | 1226.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 1.425 |
|---|---|
| 5-th percentile | 7.51925 |
| Q1 | 25.12165 |
| median | 49.715 |
| Q3 | 91.49 |
| 95-th percentile | 216.374 |
| Maximum | 1226.1 |
| Range | 1224.675 |
| Interquartile range (IQR) | 66.36835 |
Descriptive statistics
| Standard deviation | 88.53948806 |
|---|---|
| Coefficient of variation (CV) | 1.185657167 |
| Kurtosis | 39.75592151 |
| Mean | 74.67545467 |
| Median Absolute Deviation (MAD) | 29.9279 |
| Skewness | 4.788344496 |
| Sum | 1011105.656 |
| Variance | 7839.240946 |
| Value | Count | Frequency (%) | |
| 61.81 | 6 | < 0.1% | |
| 24 | 6 | < 0.1% | |
| 16.6 | 6 | < 0.1% | |
| 29.35 | 6 | < 0.1% | |
| 55.03 | 6 | < 0.1% | |
| 8.25 | 6 | < 0.1% | |
| 18.68 | 5 | < 0.1% | |
| 38.29 | 5 | < 0.1% | |
| 47.32 | 5 | < 0.1% | |
| 18 | 5 | < 0.1% | |
| Other values (10174) | 13484 | 99.6% |
| Value | Count | Frequency (%) | |
| 1.425 | 1 | < 0.1% | |
| 1.43 | 1 | < 0.1% | |
| 1.475 | 1 | < 0.1% | |
| 1.48 | 1 | < 0.1% | |
| 1.52 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1226.1 | 1 | < 0.1% | |
| 1225.71 | 1 | < 0.1% | |
| 1178.06 | 1 | < 0.1% | |
| 1177.8 | 1 | < 0.1% | |
| 1163.715 | 1 | < 0.1% |
| Distinct count | 8776 |
|---|---|
| Unique (%) | 64.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.63900443131462 |
|---|---|
| Minimum | 1.42 |
| Maximum | 1225.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 1.42 |
|---|---|
| 5-th percentile | 7.5095 |
| Q1 | 25.12 |
| median | 49.685 |
| Q3 | 91.48 |
| 95-th percentile | 216.234 |
| Maximum | 1225.71 |
| Range | 1224.29 |
| Interquartile range (IQR) | 66.36 |
Descriptive statistics
| Standard deviation | 88.45694252 |
|---|---|
| Coefficient of variation (CV) | 1.185130257 |
| Kurtosis | 39.71749354 |
| Mean | 74.63900443 |
| Median Absolute Deviation (MAD) | 29.925 |
| Skewness | 4.784211578 |
| Sum | 1010612.12 |
| Variance | 7824.630679 |
| Value | Count | Frequency (%) | |
| 36.22 | 8 | 0.1% | |
| 40.88 | 7 | 0.1% | |
| 3.28 | 7 | 0.1% | |
| 38.22 | 7 | 0.1% | |
| 16.6 | 7 | 0.1% | |
| 13.69 | 7 | 0.1% | |
| 25.87 | 6 | < 0.1% | |
| 51.6 | 6 | < 0.1% | |
| 18.68 | 6 | < 0.1% | |
| 18.13 | 6 | < 0.1% | |
| Other values (8766) | 13473 | 99.5% |
| Value | Count | Frequency (%) | |
| 1.42 | 2 | < 0.1% | |
| 1.47 | 2 | < 0.1% | |
| 1.52 | 2 | < 0.1% | |
| 1.77 | 2 | < 0.1% | |
| 1.85 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1225.71 | 1 | < 0.1% | |
| 1225.3 | 1 | < 0.1% | |
| 1178.43 | 1 | < 0.1% | |
| 1177.72 | 1 | < 0.1% | |
| 1162.86 | 1 | < 0.1% |
| Distinct count | 8815 |
|---|---|
| Unique (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.70780132939439 |
|---|---|
| Minimum | 1.43 |
| Maximum | 1226.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 1.43 |
|---|---|
| 5-th percentile | 7.5195 |
| Q1 | 25.13 |
| median | 49.72 |
| Q3 | 91.555 |
| 95-th percentile | 216.3675 |
| Maximum | 1226.87 |
| Range | 1225.44 |
| Interquartile range (IQR) | 66.425 |
Descriptive statistics
| Standard deviation | 88.61379971 |
|---|---|
| Coefficient of variation (CV) | 1.186138504 |
| Kurtosis | 39.88743264 |
| Mean | 74.70780133 |
| Median Absolute Deviation (MAD) | 29.935 |
| Skewness | 4.795638201 |
| Sum | 1011543.63 |
| Variance | 7852.405499 |
| Value | Count | Frequency (%) | |
| 21.73 | 7 | 0.1% | |
| 10.3 | 7 | 0.1% | |
| 28.83 | 7 | 0.1% | |
| 3.29 | 7 | 0.1% | |
| 4.69 | 7 | 0.1% | |
| 7.09 | 6 | < 0.1% | |
| 7.35 | 6 | < 0.1% | |
| 13.7 | 6 | < 0.1% | |
| 38.15 | 6 | < 0.1% | |
| 5.8 | 6 | < 0.1% | |
| Other values (8805) | 13475 | 99.5% |
| Value | Count | Frequency (%) | |
| 1.43 | 2 | < 0.1% | |
| 1.48 | 2 | < 0.1% | |
| 1.53 | 2 | < 0.1% | |
| 1.78 | 2 | < 0.1% | |
| 1.86 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1226.87 | 1 | < 0.1% | |
| 1226.74 | 1 | < 0.1% | |
| 1179.8 | 1 | < 0.1% | |
| 1178.99 | 1 | < 0.1% | |
| 1164.57 | 1 | < 0.1% |
imbside
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6890 | 50.9% | |
| 1 | 6650 | 49.1% |
imbalancesize
Real number (ℝ≥0)
| Distinct count | 12293 |
|---|---|
| Unique (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182328.3599704579 |
|---|---|
| Minimum | 1 |
| Maximum | 15632131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 514.85 |
| Q1 | 6496.5 |
| median | 34317 |
| Q3 | 131598.75 |
| 95-th percentile | 778643.85 |
| Maximum | 15632131 |
| Range | 15632130 |
| Interquartile range (IQR) | 125102.25 |
Descriptive statistics
| Standard deviation | 592706.488 |
|---|---|
| Coefficient of variation (CV) | 3.250764105 |
| Kurtosis | 165.38995 |
| Mean | 182328.36 |
| Median Absolute Deviation (MAD) | 32607.5 |
| Skewness | 10.70734698 |
| Sum | 2468725994 |
| Variance | 3.513009809e+11 |
| Value | Count | Frequency (%) | |
| 401 | 7 | 0.1% | |
| 1009 | 6 | < 0.1% | |
| 746 | 6 | < 0.1% | |
| 293 | 5 | < 0.1% | |
| 416 | 5 | < 0.1% | |
| 305 | 5 | < 0.1% | |
| 109 | 5 | < 0.1% | |
| 396 | 5 | < 0.1% | |
| 738 | 5 | < 0.1% | |
| 731 | 4 | < 0.1% | |
| Other values (12283) | 13487 | 99.6% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15632131 | 1 | < 0.1% | |
| 13823108 | 1 | < 0.1% | |
| 11518170 | 1 | < 0.1% | |
| 11022549 | 1 | < 0.1% | |
| 10749896 | 1 | < 0.1% |
notional_imbalance
Real number (ℝ≥0)
| Distinct count | 13534 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8964253.692895126 |
|---|---|
| Minimum | 43.06 |
| Maximum | 726894091.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 43.06 |
|---|---|
| 5-th percentile | 18173.623 |
| Q1 | 261832.435 |
| median | 1755731.565 |
| Q3 | 7296921.545 |
| 95-th percentile | 37703190.83 |
| Maximum | 726894091.5 |
| Range | 726894048.4 |
| Interquartile range (IQR) | 7035089.11 |
Descriptive statistics
| Standard deviation | 26656185.84 |
|---|---|
| Coefficient of variation (CV) | 2.973609043 |
| Kurtosis | 171.769173 |
| Mean | 8964253.693 |
| Median Absolute Deviation (MAD) | 1699118.275 |
| Skewness | 10.45264749 |
| Sum | 1.21375995e+11 |
| Variance | 7.105522437e+14 |
| Value | Count | Frequency (%) | |
| 5291 | 2 | < 0.1% | |
| 419.19 | 2 | < 0.1% | |
| 178123.32 | 2 | < 0.1% | |
| 2851.12 | 2 | < 0.1% | |
| 2704.38 | 2 | < 0.1% | |
| 85735.2 | 2 | < 0.1% | |
| 1200950.4 | 1 | < 0.1% | |
| 3140717.58 | 1 | < 0.1% | |
| 1038033.66 | 1 | < 0.1% | |
| 8216164 | 1 | < 0.1% | |
| Other values (13524) | 13524 | 99.9% |
| Value | Count | Frequency (%) | |
| 43.06 | 1 | < 0.1% | |
| 117.18 | 1 | < 0.1% | |
| 160.3 | 1 | < 0.1% | |
| 162 | 1 | < 0.1% | |
| 170.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 726894091.5 | 1 | < 0.1% | |
| 630726116.4 | 1 | < 0.1% | |
| 616054366.4 | 1 | < 0.1% | |
| 611672417.9 | 1 | < 0.1% | |
| 531432864.2 | 1 | < 0.1% |
imbalancetype
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 10086 | 74.5% | |
| 1 | 3454 | 25.5% |
matchedsize
Real number (ℝ≥0)
| Distinct count | 13345 |
|---|---|
| Unique (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 770950.6694239291 |
|---|---|
| Minimum | 40 |
| Maximum | 56634729 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 6440.75 |
| Q1 | 56526.25 |
| median | 217862 |
| Q3 | 645430.25 |
| 95-th percentile | 3188998.85 |
| Maximum | 56634729 |
| Range | 56634689 |
| Interquartile range (IQR) | 588904 |
Descriptive statistics
| Standard deviation | 2051935.686 |
|---|---|
| Coefficient of variation (CV) | 2.661565477 |
| Kurtosis | 154.472265 |
| Mean | 770950.6694 |
| Median Absolute Deviation (MAD) | 193498 |
| Skewness | 9.639695021 |
| Sum | 1.043867206e+10 |
| Variance | 4.210440059e+12 |
| Value | Count | Frequency (%) | |
| 470609 | 3 | < 0.1% | |
| 2594 | 3 | < 0.1% | |
| 80550 | 3 | < 0.1% | |
| 3383 | 3 | < 0.1% | |
| 5499 | 3 | < 0.1% | |
| 10666 | 3 | < 0.1% | |
| 200 | 3 | < 0.1% | |
| 4579 | 3 | < 0.1% | |
| 24705 | 3 | < 0.1% | |
| 10726 | 2 | < 0.1% | |
| Other values (13335) | 13511 | 99.8% |
| Value | Count | Frequency (%) | |
| 40 | 2 | < 0.1% | |
| 100 | 2 | < 0.1% | |
| 108 | 1 | < 0.1% | |
| 140 | 1 | < 0.1% | |
| 183 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 56634729 | 1 | < 0.1% | |
| 46489501 | 1 | < 0.1% | |
| 46155338 | 1 | < 0.1% | |
| 44778610 | 1 | < 0.1% | |
| 43561452 | 1 | < 0.1% |
| Distinct count | 9549 |
|---|---|
| Unique (%) | 70.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.67645516986707 |
|---|---|
| Minimum | 1.425 |
| Maximum | 1226.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 1.425 |
|---|---|
| 5-th percentile | 7.51925 |
| Q1 | 25.125 |
| median | 49.71 |
| Q3 | 91.475 |
| 95-th percentile | 216.3685 |
| Maximum | 1226.49 |
| Range | 1225.065 |
| Interquartile range (IQR) | 66.35 |
Descriptive statistics
| Standard deviation | 88.54756676 |
|---|---|
| Coefficient of variation (CV) | 1.185749465 |
| Kurtosis | 39.78450714 |
| Mean | 74.67645517 |
| Median Absolute Deviation (MAD) | 29.93 |
| Skewness | 4.789966878 |
| Sum | 1011119.203 |
| Variance | 7840.67158 |
| Value | Count | Frequency (%) | |
| 52.73 | 7 | 0.1% | |
| 57.9 | 7 | 0.1% | |
| 30.31 | 6 | < 0.1% | |
| 40.89 | 6 | < 0.1% | |
| 7.345 | 6 | < 0.1% | |
| 36.74 | 6 | < 0.1% | |
| 16.9 | 6 | < 0.1% | |
| 18 | 6 | < 0.1% | |
| 49.66 | 6 | < 0.1% | |
| 38.3 | 6 | < 0.1% | |
| Other values (9539) | 13478 | 99.5% |
| Value | Count | Frequency (%) | |
| 1.425 | 2 | < 0.1% | |
| 1.475 | 1 | < 0.1% | |
| 1.48 | 1 | < 0.1% | |
| 1.53 | 2 | < 0.1% | |
| 1.775 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1226.49 | 2 | < 0.1% | |
| 1178.43 | 1 | < 0.1% | |
| 1177.98 | 1 | < 0.1% | |
| 1163.89 | 1 | < 0.1% | |
| 1162.57 | 1 | < 0.1% |
| Distinct count | 6924 |
|---|---|
| Unique (%) | 51.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.68568094534713 |
|---|---|
| Minimum | 0.0 |
| Maximum | 9999.99 |
| Zeros | 3622 |
| Zeros (%) | 26.8% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 31.79 |
| Q3 | 74.0325 |
| 95-th percentile | 209.933 |
| Maximum | 9999.99 |
| Range | 9999.99 |
| Interquartile range (IQR) | 74.0325 |
Descriptive statistics
| Standard deviation | 427.8036695 |
|---|---|
| Coefficient of variation (CV) | 4.47092674 |
| Kurtosis | 106.0789199 |
| Mean | 95.68568095 |
| Median Absolute Deviation (MAD) | 31.79 |
| Skewness | 9.887576282 |
| Sum | 1295584.12 |
| Variance | 183015.9797 |
| Value | Count | Frequency (%) | |
| 0 | 3622 | 26.8% | |
| 4294.67 | 128 | 0.9% | |
| 0.01 | 99 | 0.7% | |
| 22 | 10 | 0.1% | |
| 38 | 9 | 0.1% | |
| 45 | 9 | 0.1% | |
| 16 | 8 | 0.1% | |
| 90 | 8 | 0.1% | |
| 42 | 8 | 0.1% | |
| 110 | 7 | 0.1% | |
| Other values (6914) | 9632 | 71.1% |
| Value | Count | Frequency (%) | |
| 0 | 3622 | 26.8% | |
| 0.01 | 99 | 0.7% | |
| 0.05 | 6 | < 0.1% | |
| 1.4 | 1 | < 0.1% | |
| 1.48 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9999.99 | 1 | < 0.1% | |
| 4294.67 | 128 | 0.9% | |
| 1257.76 | 1 | < 0.1% | |
| 1255.05 | 1 | < 0.1% | |
| 1191.7 | 1 | < 0.1% |
| Distinct count | 3802 |
|---|---|
| Unique (%) | 28.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.90169719350074 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1259.72 |
| Zeros | 7729 |
| Zeros (%) | 57.1% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 44.57 |
| 95-th percentile | 150.2425 |
| Maximum | 1259.72 |
| Range | 1259.72 |
| Interquartile range (IQR) | 44.57 |
Descriptive statistics
| Standard deviation | 73.94421135 |
|---|---|
| Coefficient of variation (CV) | 2.181135975 |
| Kurtosis | 64.75311816 |
| Mean | 33.90169719 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.098403884 |
| Sum | 459028.98 |
| Variance | 5467.746392 |
| Value | Count | Frequency (%) | |
| 0 | 7729 | 57.1% | |
| 31.1 | 7 | 0.1% | |
| 3.8 | 6 | < 0.1% | |
| 16.19 | 5 | < 0.1% | |
| 53.76 | 5 | < 0.1% | |
| 10.35 | 5 | < 0.1% | |
| 48.11 | 5 | < 0.1% | |
| 10.78 | 5 | < 0.1% | |
| 54.83 | 5 | < 0.1% | |
| 35.75 | 5 | < 0.1% | |
| Other values (3792) | 5763 | 42.6% |
| Value | Count | Frequency (%) | |
| 0 | 7729 | 57.1% | |
| 1.51 | 2 | < 0.1% | |
| 1.81 | 2 | < 0.1% | |
| 2.02 | 2 | < 0.1% | |
| 2.06 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1259.72 | 2 | < 0.1% | |
| 1179.58 | 2 | < 0.1% | |
| 1159.09 | 2 | < 0.1% | |
| 1151.02 | 1 | < 0.1% | |
| 1093.47 | 2 | < 0.1% |
| Distinct count | 13521 |
|---|---|
| Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6145759948403059 |
|---|---|
| Minimum | 2.168374261e-05 |
| Maximum | 246.6423638 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 2.168374261e-05 |
|---|---|
| 5-th percentile | 0.007668501358 |
| Q1 | 0.05069985953 |
| median | 0.1775108101 |
| Q3 | 0.4747253415 |
| 95-th percentile | 1.960591043 |
| Maximum | 246.6423638 |
| Range | 246.6423421 |
| Interquartile range (IQR) | 0.424025482 |
Descriptive statistics
| Standard deviation | 3.547471381 |
|---|---|
| Coefficient of variation (CV) | 5.772225747 |
| Kurtosis | 2623.700714 |
| Mean | 0.6145759948 |
| Median Absolute Deviation (MAD) | 0.1496609123 |
| Skewness | 44.00783743 |
| Sum | 8321.35897 |
| Variance | 12.5845532 |
| Value | Count | Frequency (%) | |
| 0.03538126101 | 2 | < 0.1% | |
| 6.739212008 | 2 | < 0.1% | |
| 1.18490566 | 2 | < 0.1% | |
| 1.281481481 | 2 | < 0.1% | |
| 1.480625876 | 2 | < 0.1% | |
| 0.1099180935 | 2 | < 0.1% | |
| 6.925 | 2 | < 0.1% | |
| 2.152871806 | 2 | < 0.1% | |
| 1.691845765 | 2 | < 0.1% | |
| 0.3706877114 | 2 | < 0.1% | |
| Other values (13511) | 13520 | 99.9% |
| Value | Count | Frequency (%) | |
| 2.168374261e-05 | 1 | < 0.1% | |
| 4.702539371e-05 | 1 | < 0.1% | |
| 5.804308669e-05 | 1 | < 0.1% | |
| 7.905388313e-05 | 1 | < 0.1% | |
| 0.0001168731426 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 246.6423638 | 1 | < 0.1% | |
| 204.7925258 | 1 | < 0.1% | |
| 99.2109375 | 1 | < 0.1% | |
| 87.53434434 | 1 | < 0.1% | |
| 76.11944408 | 1 | < 0.1% |
| Distinct count | 380 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08700147710487445 |
|---|---|
| Minimum | -76.22 |
| Maximum | 6.05 |
| Zeros | 532 |
| Zeros (%) | 3.9% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | -76.22 |
|---|---|
| 5-th percentile | -0.6 |
| Q1 | -0.22 |
| median | -0.04 |
| Q3 | 0.13 |
| 95-th percentile | 0.52 |
| Maximum | 6.05 |
| Range | 82.27 |
| Interquartile range (IQR) | 0.35 |
Descriptive statistics
| Standard deviation | 1.857441287 |
|---|---|
| Coefficient of variation (CV) | -21.34953737 |
| Kurtosis | 1546.90537 |
| Mean | -0.0870014771 |
| Median Absolute Deviation (MAD) | 0.18 |
| Skewness | -38.47594513 |
| Sum | -1178 |
| Variance | 3.450088135 |
| Value | Count | Frequency (%) | |
| 0 | 532 | 3.9% | |
| -0.05 | 236 | 1.7% | |
| -0.06 | 224 | 1.7% | |
| -0.11 | 220 | 1.6% | |
| -0.02 | 211 | 1.6% | |
| 0.03 | 210 | 1.6% | |
| 0.07 | 210 | 1.6% | |
| -0.04 | 209 | 1.5% | |
| -0.03 | 206 | 1.5% | |
| -0.08 | 204 | 1.5% | |
| Other values (370) | 11078 | 81.8% |
| Value | Count | Frequency (%) | |
| -76.22 | 1 | < 0.1% | |
| -76.18 | 1 | < 0.1% | |
| -76.11 | 1 | < 0.1% | |
| -76.09 | 1 | < 0.1% | |
| -74 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6.05 | 1 | < 0.1% | |
| 5.64 | 1 | < 0.1% | |
| 2.96 | 1 | < 0.1% | |
| 2.9 | 1 | < 0.1% | |
| 2.76 | 1 | < 0.1% |
day
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.86019202363368 |
|---|---|
| Minimum | 19 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 20 |
| median | 26 |
| Q3 | 27 |
| 95-th percentile | 29 |
| Maximum | 29 |
| Range | 10 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.7651959 |
|---|---|
| Coefficient of variation (CV) | 0.157802414 |
| Kurtosis | -1.681960878 |
| Mean | 23.86019202 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1152296116 |
| Sum | 323067 |
| Variance | 14.17670016 |
| Value | Count | Frequency (%) | |
| 26 | 3887 | 28.7% | |
| 20 | 3822 | 28.2% | |
| 19 | 1975 | 14.6% | |
| 29 | 1964 | 14.5% | |
| 27 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 19 | 1975 | 14.6% | |
| 20 | 3822 | 28.2% | |
| 26 | 3887 | 28.7% | |
| 27 | 1892 | 14.0% | |
| 29 | 1964 | 14.5% |
| Value | Count | Frequency (%) | |
| 29 | 1964 | 14.5% | |
| 27 | 1892 | 14.0% | |
| 26 | 3887 | 28.7% | |
| 20 | 3822 | 28.2% | |
| 19 | 1975 | 14.6% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 2 | |
|---|---|
| 4 | |
| 3 |
| Value | Count | Frequency (%) | |
| 2 | 5914 | 43.7% | |
| 4 | 3840 | 28.4% | |
| 3 | 3786 | 28.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.8 KiB |
| 2019 | |
|---|---|
| 2020 |
| Value | Count | Frequency (%) | |
| 2019 | 7626 | 56.3% | |
| 2020 | 5914 | 43.7% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.87658788774003 |
|---|---|
| Minimum | 22 |
| Maximum | 51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 35 |
| Q3 | 48 |
| 95-th percentile | 51 |
| Maximum | 51 |
| Range | 29 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 10.605868 |
|---|---|
| Coefficient of variation (CV) | 0.3040970645 |
| Kurtosis | -1.410765382 |
| Mean | 34.87658789 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.3085576813 |
| Sum | 472229 |
| Variance | 112.484436 |
| Value | Count | Frequency (%) | |
| 26 | 1975 | 14.6% | |
| 25 | 1975 | 14.6% | |
| 22 | 1964 | 14.5% | |
| 51 | 1928 | 14.2% | |
| 48 | 1912 | 14.1% | |
| 38 | 1894 | 14.0% | |
| 35 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 22 | 1964 | 14.5% | |
| 25 | 1975 | 14.6% | |
| 26 | 1975 | 14.6% | |
| 35 | 1892 | 14.0% | |
| 38 | 1894 | 14.0% |
| Value | Count | Frequency (%) | |
| 51 | 1928 | 14.2% | |
| 48 | 1912 | 14.1% | |
| 38 | 1894 | 14.0% | |
| 35 | 1892 | 14.0% | |
| 26 | 1975 | 14.6% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.114475627769572 |
|---|---|
| Minimum | 5 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 105.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 7 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.479676796 |
|---|---|
| Coefficient of variation (CV) | 0.3055868192 |
| Kurtosis | -1.364953584 |
| Mean | 8.114475628 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3084892935 |
| Sum | 109870 |
| Variance | 6.148797014 |
| Value | Count | Frequency (%) | |
| 6 | 3950 | 29.2% | |
| 5 | 1964 | 14.5% | |
| 12 | 1928 | 14.2% | |
| 11 | 1912 | 14.1% | |
| 9 | 1894 | 14.0% | |
| 8 | 1892 | 14.0% |
| Value | Count | Frequency (%) | |
| 5 | 1964 | 14.5% | |
| 6 | 3950 | 29.2% | |
| 8 | 1892 | 14.0% | |
| 9 | 1894 | 14.0% | |
| 11 | 1912 | 14.1% |
| Value | Count | Frequency (%) | |
| 12 | 1928 | 14.2% | |
| 11 | 1912 | 14.1% | |
| 9 | 1894 | 14.0% | |
| 8 | 1892 | 14.0% | |
| 6 | 3950 | 29.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | symbol | currentvolume | lastprice | nbb | nbo | imbside | imbalancesize | notional_imbalance | imbalancetype | matchedsize | currentreferenceprice | nearindicativeprice | farindicativeprice | matched_to_unmatched | pct_move_snapshot_to_close | day | quarter | year | week | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 17767956 | 215.250 | 215.30 | 215.31 | 0 | 11303 | 2.432971e+06 | 0 | 303232 | 215.26 | 216.00 | 216.42 | 0.037275 | 0.21 | 26 | 2 | 2020 | 26 | 6 |
| 1 | 1 | 0 | 18082809 | 215.350 | 215.34 | 215.36 | 1 | 21571 | 4.645315e+06 | 0 | 401702 | 215.34 | 215.00 | 0.00 | 0.053699 | 0.17 | 26 | 2 | 2020 | 26 | 6 |
| 2 | 2 | 0 | 14197429 | 220.330 | 220.32 | 220.33 | 1 | 19568 | 4.311417e+06 | 0 | 2029174 | 220.33 | 220.01 | 220.01 | 0.009643 | 0.14 | 19 | 2 | 2020 | 25 | 6 |
| 3 | 3 | 0 | 14604707 | 220.310 | 220.30 | 220.33 | 0 | 138685 | 3.055369e+07 | 0 | 2128222 | 220.33 | 221.67 | 0.00 | 0.065165 | 0.15 | 19 | 2 | 2020 | 25 | 6 |
| 4 | 4 | 0 | 25792889 | 205.500 | 205.49 | 205.50 | 0 | 2339630 | 4.807940e+08 | 1 | 6173408 | 205.49 | 0.00 | 0.00 | 0.378985 | 0.92 | 29 | 2 | 2020 | 22 | 5 |
| 5 | 5 | 0 | 27551034 | 206.468 | 206.44 | 206.48 | 0 | 1529547 | 3.158025e+08 | 0 | 8758311 | 206.46 | 215.60 | 0.00 | 0.174639 | 0.45 | 29 | 2 | 2020 | 22 | 5 |
| 6 | 6 | 0 | 12360626 | 212.700 | 212.69 | 212.71 | 1 | 2965332 | 6.307261e+08 | 1 | 6863731 | 212.70 | 0.00 | 0.00 | 0.432029 | -0.21 | 20 | 4 | 2019 | 51 | 12 |
| 7 | 7 | 0 | 12778934 | 212.520 | 212.52 | 212.53 | 1 | 1413950 | 3.004927e+08 | 0 | 9708568 | 212.53 | 212.25 | 211.86 | 0.145639 | -0.13 | 20 | 4 | 2019 | 51 | 12 |
| 8 | 8 | 0 | 19348988 | 193.600 | 193.57 | 193.60 | 0 | 3182099 | 6.160544e+08 | 1 | 13615349 | 193.58 | 0.00 | 0.00 | 0.233714 | 0.57 | 26 | 4 | 2019 | 48 | 11 |
| 9 | 9 | 0 | 20898025 | 193.750 | 193.74 | 193.77 | 0 | 1688119 | 3.270731e+08 | 0 | 17121808 | 193.77 | 194.55 | 195.37 | 0.098595 | 0.49 | 26 | 4 | 2019 | 48 | 11 |
Last rows
| df_index | symbol | currentvolume | lastprice | nbb | nbo | imbside | imbalancesize | notional_imbalance | imbalancetype | matchedsize | currentreferenceprice | nearindicativeprice | farindicativeprice | matched_to_unmatched | pct_move_snapshot_to_close | day | quarter | year | week | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13530 | 13644 | 992 | 17891810 | 16.215 | 16.21 | 16.22 | 1 | 1636352 | 26533447.68 | 1 | 2891233 | 16.210 | 0.00 | 0.00 | 0.565970 | -0.52 | 29 | 2 | 2020 | 22 | 5 |
| 13531 | 13645 | 992 | 18562201 | 16.225 | 16.22 | 16.23 | 1 | 1427941 | 23168342.73 | 0 | 3327617 | 16.230 | 15.95 | 15.89 | 0.429118 | -0.59 | 29 | 2 | 2020 | 22 | 5 |
| 13532 | 13646 | 992 | 2511014 | 40.635 | 40.63 | 40.64 | 1 | 196045 | 7966288.58 | 1 | 549174 | 40.640 | 0.00 | 0.00 | 0.356982 | 0.06 | 20 | 4 | 2019 | 51 | 12 |
| 13533 | 13647 | 992 | 2632922 | 40.620 | 40.62 | 40.63 | 1 | 8522 | 346163.64 | 0 | 778056 | 40.620 | 40.46 | 0.00 | 0.010953 | 0.10 | 20 | 4 | 2019 | 51 | 12 |
| 13534 | 13648 | 992 | 3653402 | 38.275 | 38.27 | 38.28 | 1 | 522607 | 20002782.93 | 1 | 794604 | 38.275 | 0.00 | 0.00 | 0.657695 | -0.25 | 26 | 4 | 2019 | 48 | 11 |
| 13535 | 13649 | 992 | 3789627 | 38.205 | 38.20 | 38.21 | 1 | 251444 | 9606418.02 | 0 | 1113663 | 38.210 | 37.47 | 0.00 | 0.225781 | -0.07 | 26 | 4 | 2019 | 48 | 11 |
| 13536 | 13650 | 992 | 2986212 | 32.140 | 32.13 | 32.14 | 1 | 369372 | 11871616.08 | 1 | 287062 | 32.130 | 0.00 | 0.00 | 1.286732 | 0.03 | 20 | 3 | 2019 | 38 | 9 |
| 13537 | 13651 | 992 | 3136187 | 32.140 | 32.14 | 32.15 | 1 | 214870 | 6905921.80 | 0 | 466255 | 32.150 | 31.55 | 0.00 | 0.460842 | 0.03 | 20 | 3 | 2019 | 38 | 9 |
| 13538 | 13652 | 992 | 5389245 | 27.960 | 27.94 | 27.95 | 0 | 490953 | 13727045.88 | 1 | 154634 | 27.945 | 0.00 | 0.00 | 3.174936 | -0.25 | 27 | 3 | 2019 | 35 | 8 |
| 13539 | 13653 | 992 | 5622810 | 27.940 | 27.94 | 27.95 | 0 | 294524 | 8229000.56 | 0 | 370887 | 27.940 | 29.34 | 29.34 | 0.794107 | -0.18 | 27 | 3 | 2019 | 35 | 8 |